Binary Classification on ePytope mutation sets
67.2AUCLOGICA-TCR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LOGICA-TCRDescription=TCR-anchored token scoring, Category=Contextualized backbone, generative interface=true2026.06 | 67.2 | 48.5 | 58.6 | 54.1 | 0.08 | |
| LOGICA-DualDescription=dual-anchor token scoring, Category=Contextualized backbone, generative interface=true2026.06 | 63.3 | 46.6 | 57.4 | 52.3 | 0.093 | |
| iTCepDescription=classifier head, Category=External baselines2026.06 | 61.2 | 39.2 | 54.3 | 42.8 | 0.041 | |
| TULIP-TCRDescription=generative MLM, Category=External baselines, generative interface=true2026.06 | 59.1 | 40.3 | 55.1 | 43.1 | 0.056 | |
| LOGICA-PepDescription=peptide-anchored token scoring, Category=Contextualized backbone, generative interface=true2026.06 | 58.6 | 38.9 | 54 | 41.6 | 0.037 | |
| TITANDescription=classifier head, Category=External baselines2026.06 | 56.7 | 32.7 | 50.2 | 27.9 | 0.017 | |
| ImRexDescription=classifier head, Category=External baselines2026.06 | 56.3 | 33.5 | 50.7 | 27.2 | 0.019 | |
| TEIMDescription=classifier head, Category=External baselines2026.06 | 55.4 | 33.2 | 51.6 | 32.9 | 0.031 | |
| LOGIMLMDescription=continued MLM, Category=Contextualized backbone, generative interface=true2026.06 | 52.4 | 34.1 | 53.1 | 34.5 | 0.024 | |
| EPACTDescription=embedding contrastive, Category=External baselines2026.06 | 52.4 | 30.9 | 49.8 | 24.5 | 0.019 | |
| ERGO-IIDescription=classifier head, Category=External baselines2026.06 | 50.6 | 31.7 | 50.9 | 31.1 | 0.02 | |
| TCR-T5Description=generative MLM, Category=External baselines, generative interface=true2026.06 | 50.2 | 31.2 | 50.7 | 30.2 | 0.024 |